Table 3.
Study name | Source of arrival rates | Source of activity duration | Source of activity progression | Source of resources use | Changes considered | Outcomes considered | Validation | Stakeholder input |
Anagnostou et al 21 | Not described | Not described | Not described | Not described | None | Waiting times | None | None |
Au-Yeung et al 22 | Primary | Primary; expert opinion |
Primary; expert opinion |
Primary | ED patient flow | Waiting times | Data led | Model specification |
Baboolal et al 23 | Primary | Primary; expert opinion |
Primary | Primary | Resources | Waiting times*; resources | Face Dark world model |
Model specification |
Bowers et al 24 | Primary | Primary | Primary | Not described | None | Resources* | Data led Face |
Model specification |
Brailsford et al 10 | Primary | Secondary | Not described | Primary | ED patient flow; arrival rates |
Waiting times | Data led Face |
Study question; model specification |
Coats and Michalis25 | Primary | Primary | Not described | Not described | Shift patterns | Waiting times* | Data led | None |
Codrington-Virtue et al 26 | Primary | Not described | Not described | Not described | None | Resources | None | None |
Codrington-Virtue et al 27 | Primary | Primary; expert opinion |
Primary | Primary; expert opinion |
None | Waiting times | Data led | None |
Coughlan et al 28 | Primary | Not described | Primary | Primary | Resources | Waiting times*; resources | Data led | None |
Davies29 | Primary | Primary | Primary | Primary | ED patient flow | Waiting times* | None | None |
Eatock et al 11 | Primary | Primary; expert opinion |
Primary; expert opinion |
Primary | None | Waiting times* | Data led | None |
Fletcher et al 12 | Primary | Secondary; expert opinion |
Primary | Primary | ED patient flow; resources; demand |
Waiting times*; resources | Data led Face |
Study question; model specification |
Günal and Pidd13 | Primary | Not described | Not described | Not described | None | Waiting times* | None | None |
Günal and Pidd30 | Primary | Primary | Primary | Not described | ED patient flow; resources |
Waiting times* | Data led | Model specification |
Hay et al 31 | Primary | Not described | Not described | Not described | None | Waiting times* | Data led | None |
Komashie and Mousavi32 | Primary | Primary; expert opinion |
Primary; expert opinion |
Primary; expert opinion |
ED structure; resources |
Waiting times; resources | Data led Face |
Study question; model specification |
Lane et al 33 | Primary | Primary; expert opinion |
Expert opinion | Primary | Resources; demand |
Waiting times; resources; elective cancellations | Data led Face |
Study question; model specification |
Lattimer et al 14 | Primary | Primary | Primary | Primary | ED structure; admission rates |
Bed occupancy | Data led Face |
Study question; model specification |
Maull et al 34 | Primary | Primary; expert opinion |
Primary | Not described | ED patient flow | Waiting times* | Data led | Result implementation |
Meng and Spedding35 | Primary | Primary | Not described | Not described | ED structure; resources |
Waiting times; resources | Data led Face |
Study question; model specification |
Mould et al 36 | Primary | Primary | Primary | Not described | Resources | Waiting times*; resources | Data led | Study question; model specification; result implementation |
*These studies used 4-hour target breach as part of their waiting time considerations.
ED, emergency department.